Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 167 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 22.3 KiB |
| Average record size in memory | 136.8 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 14 |
area_name has a high cardinality: 167 distinct values | High cardinality |
area_code has a high cardinality: 167 distinct values | High cardinality |
score_2007 is highly correlated with score_2008 and 12 other fields | High correlation |
score_2008 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2009 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2010 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2011 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2012 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2013 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2014 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2015 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2016 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2017 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2018 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2019 is highly correlated with score_2007 and 12 other fields | High correlation |
score_2020 is highly correlated with score_2007 and 12 other fields | High correlation |
area_name is uniformly distributed | Uniform |
area_code is uniformly distributed | Uniform |
area_name has unique values | Unique |
area_code has unique values | Unique |
Reproduction
| Analysis started | 2021-04-21 21:39:25.973766 |
|---|---|
| Analysis finished | 2021-04-21 21:39:50.335010 |
| Duration | 24.36 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 167 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Benin | 1 |
|---|---|
| Netherlands | 1 |
| Malaysia | 1 |
| Denmark | 1 |
| Oman | 1 |
| Other values (162) |
Length
| Max length | 28 |
|---|---|
| Median length | 7 |
| Mean length | 8.263473054 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1380 |
|---|---|
| Distinct characters | 58 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 167 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | Angola |
| 5th row | Argentina |
| Value | Count | Frequency (%) |
| Benin | 1 | 0.6% |
| Netherlands | 1 | 0.6% |
| Malaysia | 1 | 0.6% |
| Denmark | 1 | 0.6% |
| Oman | 1 | 0.6% |
| Guinea-Bissau | 1 | 0.6% |
| Bangladesh | 1 | 0.6% |
| Poland | 1 | 0.6% |
| Belize | 1 | 0.6% |
| Albania | 1 | 0.6% |
| Other values (157) | 157 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| and | 3 | 1.5% |
| united | 3 | 1.5% |
| republic | 3 | 1.5% |
| guinea | 3 | 1.5% |
| south | 3 | 1.5% |
| congo | 2 | 1.0% |
| new | 2 | 1.0% |
| sudan | 2 | 1.0% |
| china | 2 | 1.0% |
| mauritius | 1 | 0.5% |
| Other values (179) | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 214 | |
| i | 123 | 8.9% |
| n | 108 | 7.8% |
| e | 95 | 6.9% |
| r | 77 | 5.6% |
| o | 76 | 5.5% |
| u | 52 | 3.8% |
| t | 49 | 3.6% |
| l | 47 | 3.4% |
| d | 39 | 2.8% |
| Other values (48) | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1141 | |
| Uppercase Letter | 200 | 14.5% |
| Space Separator | 36 | 2.6% |
| Other Punctuation | 2 | 0.1% |
| Dash Punctuation | 1 | 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 214 | |
| i | 123 | |
| n | 108 | |
| e | 95 | 8.3% |
| r | 77 | 6.7% |
| o | 76 | 6.7% |
| u | 52 | 4.6% |
| t | 49 | 4.3% |
| l | 47 | 4.1% |
| d | 39 | 3.4% |
| Other values (20) | 261 |
| Value | Count | Frequency (%) |
| S | 23 | 11.5% |
| C | 19 | 9.5% |
| M | 15 | 7.5% |
| B | 14 | 7.0% |
| A | 13 | 6.5% |
| G | 12 | 6.0% |
| T | 12 | 6.0% |
| L | 10 | 5.0% |
| N | 10 | 5.0% |
| I | 9 | 4.5% |
| Other values (14) | 63 |
| Value | Count | Frequency (%) |
| ' | 1 | |
| , | 1 |
| Value | Count | Frequency (%) |
| 36 |
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1341 | |
| Common | 39 | 2.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 214 | |
| i | 123 | 9.2% |
| n | 108 | 8.1% |
| e | 95 | 7.1% |
| r | 77 | 5.7% |
| o | 76 | 5.7% |
| u | 52 | 3.9% |
| t | 49 | 3.7% |
| l | 47 | 3.5% |
| d | 39 | 2.9% |
| Other values (44) | 461 |
| Value | Count | Frequency (%) |
| 36 | ||
| ' | 1 | 2.6% |
| - | 1 | 2.6% |
| , | 1 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1376 | |
| None | 4 | 0.3% |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 214 | |
| i | 123 | 8.9% |
| n | 108 | 7.8% |
| e | 95 | 6.9% |
| r | 77 | 5.6% |
| o | 76 | 5.5% |
| u | 52 | 3.8% |
| t | 49 | 3.6% |
| l | 47 | 3.4% |
| d | 39 | 2.8% |
| Other values (44) | 496 |
| Value | Count | Frequency (%) |
| ô | 1 | |
| ã | 1 | |
| é | 1 | |
| í | 1 |
| Distinct | 167 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| SAU | 1 |
|---|---|
| ROU | 1 |
| BWA | 1 |
| TTO | 1 |
| CAN | 1 |
| Other values (162) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 501 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 167 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | AFG |
|---|---|
| 2nd row | ALB |
| 3rd row | DZA |
| 4th row | AGO |
| 5th row | ARG |
| Value | Count | Frequency (%) |
| SAU | 1 | 0.6% |
| ROU | 1 | 0.6% |
| BWA | 1 | 0.6% |
| TTO | 1 | 0.6% |
| CAN | 1 | 0.6% |
| GNQ | 1 | 0.6% |
| THA | 1 | 0.6% |
| AFG | 1 | 0.6% |
| KWT | 1 | 0.6% |
| MKD | 1 | 0.6% |
| Other values (157) | 157 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mus | 1 | 0.6% |
| mli | 1 | 0.6% |
| lbr | 1 | 0.6% |
| fra | 1 | 0.6% |
| bel | 1 | 0.6% |
| blr | 1 | 0.6% |
| srb | 1 | 0.6% |
| uzb | 1 | 0.6% |
| png | 1 | 0.6% |
| kwt | 1 | 0.6% |
| Other values (157) | 157 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 38 | 7.6% |
| R | 38 | 7.6% |
| N | 36 | 7.2% |
| M | 31 | 6.2% |
| S | 28 | 5.6% |
| G | 27 | 5.4% |
| L | 27 | 5.4% |
| B | 25 | 5.0% |
| E | 25 | 5.0% |
| T | 24 | 4.8% |
| Other values (16) | 202 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 501 |
Most frequent character per category
| Value | Count | Frequency (%) |
| A | 38 | 7.6% |
| R | 38 | 7.6% |
| N | 36 | 7.2% |
| M | 31 | 6.2% |
| S | 28 | 5.6% |
| G | 27 | 5.4% |
| L | 27 | 5.4% |
| B | 25 | 5.0% |
| E | 25 | 5.0% |
| T | 24 | 4.8% |
| Other values (16) | 202 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 501 |
Most frequent character per script
| Value | Count | Frequency (%) |
| A | 38 | 7.6% |
| R | 38 | 7.6% |
| N | 36 | 7.2% |
| M | 31 | 6.2% |
| S | 28 | 5.6% |
| G | 27 | 5.4% |
| L | 27 | 5.4% |
| B | 25 | 5.0% |
| E | 25 | 5.0% |
| T | 24 | 4.8% |
| Other values (16) | 202 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 501 |
Most frequent character per block
| Value | Count | Frequency (%) |
| A | 38 | 7.6% |
| R | 38 | 7.6% |
| N | 36 | 7.2% |
| M | 31 | 6.2% |
| S | 28 | 5.6% |
| G | 27 | 5.4% |
| L | 27 | 5.4% |
| B | 25 | 5.0% |
| E | 25 | 5.0% |
| T | 24 | 4.8% |
| Other values (16) | 202 |
area_group
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Sub-Saharan Africa | |
|---|---|
| Asia-Pacific | |
| Latin America and the Caribbean | |
| Eastern Europe | |
| Western Europe | |
| Other values (2) |
Length
| Max length | 31 |
|---|---|
| Median length | 18 |
| Mean length | 18.95209581 |
| Min length | 12 |
Characters and Unicode
| Total characters | 3165 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Asia-Pacific |
|---|---|
| 2nd row | Eastern Europe |
| 3rd row | Middle East and North Africa |
| 4th row | Sub-Saharan Africa |
| 5th row | Latin America and the Caribbean |
| Value | Count | Frequency (%) |
| Sub-Saharan Africa | 49 | |
| Asia-Pacific | 29 | |
| Latin America and the Caribbean | 25 | |
| Eastern Europe | 23 | |
| Western Europe | 20 | |
| Middle East and North Africa | 19 | 11.4% |
| North America | 2 | 1.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| africa | 68 | |
| sub-saharan | 49 | |
| and | 44 | |
| europe | 43 | |
| asia-pacific | 29 | 6.6% |
| america | 27 | 6.2% |
| latin | 25 | 5.7% |
| the | 25 | 5.7% |
| caribbean | 25 | 5.7% |
| eastern | 23 | 5.3% |
| Other values (4) | 79 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 461 | |
| r | 276 | 8.7% |
| 270 | 8.5% | |
| i | 251 | 7.9% |
| e | 202 | 6.4% |
| n | 186 | 5.9% |
| c | 153 | 4.8% |
| t | 133 | 4.2% |
| A | 124 | 3.9% |
| b | 99 | 3.1% |
| Other values (18) | 1010 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2371 | |
| Uppercase Letter | 446 | 14.1% |
| Space Separator | 270 | 8.5% |
| Dash Punctuation | 78 | 2.5% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 461 | |
| r | 276 | |
| i | 251 | |
| e | 202 | |
| n | 186 | |
| c | 153 | 6.5% |
| t | 133 | 5.6% |
| b | 99 | 4.2% |
| f | 97 | 4.1% |
| h | 95 | 4.0% |
| Other values (7) | 418 |
| Value | Count | Frequency (%) |
| A | 124 | |
| S | 98 | |
| E | 85 | |
| P | 29 | 6.5% |
| L | 25 | 5.6% |
| C | 25 | 5.6% |
| N | 21 | 4.7% |
| W | 20 | 4.5% |
| M | 19 | 4.3% |
| Value | Count | Frequency (%) |
| - | 78 |
| Value | Count | Frequency (%) |
| 270 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2817 | |
| Common | 348 | 11.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 461 | |
| r | 276 | 9.8% |
| i | 251 | 8.9% |
| e | 202 | 7.2% |
| n | 186 | 6.6% |
| c | 153 | 5.4% |
| t | 133 | 4.7% |
| A | 124 | 4.4% |
| b | 99 | 3.5% |
| S | 98 | 3.5% |
| Other values (16) | 834 |
| Value | Count | Frequency (%) |
| 270 | ||
| - | 78 | 22.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3165 |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 461 | |
| r | 276 | 8.7% |
| 270 | 8.5% | |
| i | 251 | 7.9% |
| e | 202 | 6.4% |
| n | 186 | 5.9% |
| c | 153 | 4.8% |
| t | 133 | 4.2% |
| A | 124 | 3.9% |
| b | 99 | 3.1% |
| Other values (18) | 1010 |
| Distinct | 140 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.18622754 |
|---|---|
| Minimum | 30.7 |
| Maximum | 83.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 30.7 |
|---|---|
| 5-th percentile | 35.91 |
| Q1 | 44.75 |
| median | 53.9 |
| Q3 | 63.9 |
| 95-th percentile | 79.94 |
| Maximum | 83.7 |
| Range | 53 |
| Interquartile range (IQR) | 19.15 |
Descriptive statistics
| Standard deviation | 13.54127522 |
|---|---|
| Coefficient of variation (CV) | 0.2453741779 |
| Kurtosis | -0.7111211428 |
| Mean | 55.18622754 |
| Median Absolute Deviation (MAD) | 9.8 |
| Skewness | 0.4156581768 |
| Sum | 9216.1 |
| Variance | 183.3661345 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 3 | 1.8% |
| 40.7 | 3 | 1.8% |
| 46.5 | 3 | 1.8% |
| 44.8 | 3 | 1.8% |
| 63.7 | 2 | 1.2% |
| 45.2 | 2 | 1.2% |
| 72.6 | 2 | 1.2% |
| 52.8 | 2 | 1.2% |
| 81.9 | 2 | 1.2% |
| 48.8 | 2 | 1.2% |
| Other values (130) | 143 |
| Value | Count | Frequency (%) |
| 30.7 | 1 | |
| 32.8 | 1 | |
| 33 | 1 | |
| 33.1 | 1 | |
| 33.7 | 1 |
| Value | Count | Frequency (%) |
| 83.7 | 1 | |
| 83 | 1 | |
| 82.3 | 1 | |
| 81.9 | 2 | |
| 80.9 | 1 |
| Distinct | 139 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.43173653 |
|---|---|
| Minimum | 29.5 |
| Maximum | 83.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 29.5 |
|---|---|
| 5-th percentile | 36.32 |
| Q1 | 45.1 |
| median | 54 |
| Q3 | 64.2 |
| 95-th percentile | 80.15 |
| Maximum | 83.8 |
| Range | 54.3 |
| Interquartile range (IQR) | 19.1 |
Descriptive statistics
| Standard deviation | 13.55585096 |
|---|---|
| Coefficient of variation (CV) | 0.244550357 |
| Kurtosis | -0.702385745 |
| Mean | 55.43173653 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | 0.4007919154 |
| Sum | 9257.1 |
| Variance | 183.7610952 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54.8 | 3 | 1.8% |
| 43.8 | 3 | 1.8% |
| 58.3 | 3 | 1.8% |
| 39 | 2 | 1.2% |
| 61.9 | 2 | 1.2% |
| 78.8 | 2 | 1.2% |
| 56.3 | 2 | 1.2% |
| 46.8 | 2 | 1.2% |
| 45.9 | 2 | 1.2% |
| 37.9 | 2 | 1.2% |
| Other values (129) | 144 |
| Value | Count | Frequency (%) |
| 29.5 | 1 | |
| 32.6 | 1 | |
| 32.8 | 1 | |
| 33 | 1 | |
| 34 | 1 |
| Value | Count | Frequency (%) |
| 83.8 | 1 | |
| 83.1 | 1 | |
| 82.5 | 1 | |
| 82.2 | 1 | |
| 82.1 | 1 |
| Distinct | 143 |
|---|---|
| Distinct (%) | 85.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.51676647 |
|---|---|
| Minimum | 31.1 |
| Maximum | 83.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 31.1 |
|---|---|
| 5-th percentile | 36.56 |
| Q1 | 45.35 |
| median | 54.1 |
| Q3 | 64.35 |
| 95-th percentile | 79.87 |
| Maximum | 83.6 |
| Range | 52.5 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.50353659 |
|---|---|
| Coefficient of variation (CV) | 0.243233485 |
| Kurtosis | -0.7134696366 |
| Mean | 55.51676647 |
| Median Absolute Deviation (MAD) | 9.3 |
| Skewness | 0.3945699054 |
| Sum | 9271.3 |
| Variance | 182.3455003 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52.3 | 4 | 2.4% |
| 51.8 | 3 | 1.8% |
| 73.3 | 2 | 1.2% |
| 47.9 | 2 | 1.2% |
| 56.2 | 2 | 1.2% |
| 79.3 | 2 | 1.2% |
| 46.3 | 2 | 1.2% |
| 54.8 | 2 | 1.2% |
| 38.7 | 2 | 1.2% |
| 56.1 | 2 | 1.2% |
| Other values (133) | 144 |
| Value | Count | Frequency (%) |
| 31.1 | 1 | |
| 32.3 | 1 | |
| 32.9 | 1 | |
| 33 | 1 | |
| 34.1 | 1 |
| Value | Count | Frequency (%) |
| 83.6 | 1 | |
| 83.2 | 1 | |
| 82.5 | 1 | |
| 82.1 | 1 | |
| 82 | 1 |
| Distinct | 137 |
|---|---|
| Distinct (%) | 82.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.49820359 |
|---|---|
| Minimum | 28.9 |
| Maximum | 83.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 28.9 |
|---|---|
| 5-th percentile | 36.04 |
| Q1 | 45.5 |
| median | 54.1 |
| Q3 | 64.2 |
| 95-th percentile | 79.52 |
| Maximum | 83.2 |
| Range | 54.3 |
| Interquartile range (IQR) | 18.7 |
Descriptive statistics
| Standard deviation | 13.44459166 |
|---|---|
| Coefficient of variation (CV) | 0.242252736 |
| Kurtosis | -0.7112648635 |
| Mean | 55.49820359 |
| Median Absolute Deviation (MAD) | 9.6 |
| Skewness | 0.3554981725 |
| Sum | 9268.2 |
| Variance | 180.7570449 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50.8 | 3 | 1.8% |
| 39.3 | 3 | 1.8% |
| 44 | 3 | 1.8% |
| 46 | 3 | 1.8% |
| 52.7 | 2 | 1.2% |
| 63.7 | 2 | 1.2% |
| 53.7 | 2 | 1.2% |
| 56.3 | 2 | 1.2% |
| 72.8 | 2 | 1.2% |
| 47.1 | 2 | 1.2% |
| Other values (127) | 143 |
| Value | Count | Frequency (%) |
| 28.9 | 1 | |
| 31.7 | 1 | |
| 32.3 | 1 | |
| 33 | 1 | |
| 33.4 | 1 |
| Value | Count | Frequency (%) |
| 83.2 | 2 | |
| 82.1 | 1 | |
| 81.8 | 2 | |
| 80.8 | 1 | |
| 80.4 | 1 |
| Distinct | 150 |
|---|---|
| Distinct (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.66526946 |
|---|---|
| Minimum | 29.8 |
| Maximum | 83.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 29.8 |
|---|---|
| 5-th percentile | 37.18 |
| Q1 | 45.55 |
| median | 54.3 |
| Q3 | 64.3 |
| 95-th percentile | 79.68 |
| Maximum | 83.5 |
| Range | 53.7 |
| Interquartile range (IQR) | 18.75 |
Descriptive statistics
| Standard deviation | 13.33586038 |
|---|---|
| Coefficient of variation (CV) | 0.2395723673 |
| Kurtosis | -0.6996152685 |
| Mean | 55.66526946 |
| Median Absolute Deviation (MAD) | 9.7 |
| Skewness | 0.3521579423 |
| Sum | 9296.1 |
| Variance | 177.8451721 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54.2 | 3 | 1.8% |
| 55 | 3 | 1.8% |
| 34 | 2 | 1.2% |
| 42.4 | 2 | 1.2% |
| 40.3 | 2 | 1.2% |
| 47.7 | 2 | 1.2% |
| 56.3 | 2 | 1.2% |
| 64.3 | 2 | 1.2% |
| 52.9 | 2 | 1.2% |
| 51.9 | 2 | 1.2% |
| Other values (140) | 145 |
| Value | Count | Frequency (%) |
| 29.8 | 1 | |
| 32 | 1 | |
| 32.1 | 1 | |
| 33.1 | 1 | |
| 33.3 | 1 |
| Value | Count | Frequency (%) |
| 83.5 | 1 | |
| 82.6 | 1 | |
| 82.2 | 1 | |
| 81.9 | 1 | |
| 81.5 | 1 |
| Distinct | 133 |
|---|---|
| Distinct (%) | 79.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.89161677 |
|---|---|
| Minimum | 31.7 |
| Maximum | 83.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 31.7 |
|---|---|
| 5-th percentile | 36.86 |
| Q1 | 45.5 |
| median | 54.7 |
| Q3 | 64.7 |
| 95-th percentile | 79.85 |
| Maximum | 83.5 |
| Range | 51.8 |
| Interquartile range (IQR) | 19.2 |
Descriptive statistics
| Standard deviation | 13.28855569 |
|---|---|
| Coefficient of variation (CV) | 0.2377557935 |
| Kurtosis | -0.6909065292 |
| Mean | 55.89161677 |
| Median Absolute Deviation (MAD) | 9.7 |
| Skewness | 0.3393686015 |
| Sum | 9333.9 |
| Variance | 176.5857124 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55.6 | 3 | 1.8% |
| 75.8 | 3 | 1.8% |
| 50.4 | 3 | 1.8% |
| 42.3 | 2 | 1.2% |
| 41.3 | 2 | 1.2% |
| 48.6 | 2 | 1.2% |
| 54.1 | 2 | 1.2% |
| 46.8 | 2 | 1.2% |
| 54.5 | 2 | 1.2% |
| 56.2 | 2 | 1.2% |
| Other values (123) | 144 |
| Value | Count | Frequency (%) |
| 31.7 | 1 | |
| 31.9 | 2 | |
| 32.7 | 1 | |
| 33.4 | 2 | |
| 33.5 | 1 |
| Value | Count | Frequency (%) |
| 83.5 | 1 | |
| 83.2 | 1 | |
| 82 | 1 | |
| 81.9 | 1 | |
| 81.7 | 1 |
| Distinct | 139 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.98862275 |
|---|---|
| Minimum | 31.7 |
| Maximum | 83.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 31.7 |
|---|---|
| 5-th percentile | 37.02 |
| Q1 | 46.05 |
| median | 54.7 |
| Q3 | 64.75 |
| 95-th percentile | 79.57 |
| Maximum | 83.4 |
| Range | 51.7 |
| Interquartile range (IQR) | 18.7 |
Descriptive statistics
| Standard deviation | 13.25302611 |
|---|---|
| Coefficient of variation (CV) | 0.2367092716 |
| Kurtosis | -0.6978108145 |
| Mean | 55.98862275 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | 0.3393700448 |
| Sum | 9350.1 |
| Variance | 175.6427011 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 3 | 1.8% |
| 78 | 3 | 1.8% |
| 39.9 | 3 | 1.8% |
| 49.9 | 2 | 1.2% |
| 43.3 | 2 | 1.2% |
| 47.4 | 2 | 1.2% |
| 45.2 | 2 | 1.2% |
| 54.7 | 2 | 1.2% |
| 56.8 | 2 | 1.2% |
| 48.3 | 2 | 1.2% |
| Other values (129) | 144 |
| Value | Count | Frequency (%) |
| 31.7 | 1 | |
| 32.1 | 1 | |
| 32.5 | 2 | |
| 33.6 | 1 | |
| 33.8 | 1 |
| Value | Count | Frequency (%) |
| 83.4 | 1 | |
| 82.9 | 1 | |
| 82.4 | 1 | |
| 82.2 | 1 | |
| 82 | 1 |
| Distinct | 140 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.24251497 |
|---|---|
| Minimum | 30.7 |
| Maximum | 82.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 30.7 |
|---|---|
| 5-th percentile | 37.06 |
| Q1 | 46 |
| median | 55.3 |
| Q3 | 65.65 |
| 95-th percentile | 79.74 |
| Maximum | 82.6 |
| Range | 51.9 |
| Interquartile range (IQR) | 19.65 |
Descriptive statistics
| Standard deviation | 13.23766262 |
|---|---|
| Coefficient of variation (CV) | 0.2353675441 |
| Kurtosis | -0.7077656764 |
| Mean | 56.24251497 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.292169664 |
| Sum | 9392.5 |
| Variance | 175.2357117 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 57.2 | 3 | 1.8% |
| 54.4 | 3 | 1.8% |
| 54.9 | 3 | 1.8% |
| 57.1 | 3 | 1.8% |
| 45.3 | 2 | 1.2% |
| 43.3 | 2 | 1.2% |
| 55.7 | 2 | 1.2% |
| 46.2 | 2 | 1.2% |
| 56.2 | 2 | 1.2% |
| 45.1 | 2 | 1.2% |
| Other values (130) | 143 |
| Value | Count | Frequency (%) |
| 30.7 | 1 | |
| 30.8 | 1 | |
| 32.4 | 1 | |
| 33.2 | 1 | |
| 33.5 | 1 |
| Value | Count | Frequency (%) |
| 82.6 | 1 | |
| 82.5 | 1 | |
| 82.4 | 1 | |
| 82.3 | 1 | |
| 82 | 1 |
| Distinct | 143 |
|---|---|
| Distinct (%) | 85.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.42035928 |
|---|---|
| Minimum | 29.5 |
| Maximum | 82.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 29.5 |
|---|---|
| 5-th percentile | 36.58 |
| Q1 | 45.8 |
| median | 55.5 |
| Q3 | 65.75 |
| 95-th percentile | 80.05 |
| Maximum | 82.7 |
| Range | 53.2 |
| Interquartile range (IQR) | 19.95 |
Descriptive statistics
| Standard deviation | 13.3480721 |
|---|---|
| Coefficient of variation (CV) | 0.2365825434 |
| Kurtosis | -0.7081403824 |
| Mean | 56.42035928 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.2736678137 |
| Sum | 9422.2 |
| Variance | 178.1710288 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82.4 | 3 | 1.8% |
| 48.7 | 3 | 1.8% |
| 78.8 | 3 | 1.8% |
| 57.2 | 3 | 1.8% |
| 59.2 | 3 | 1.8% |
| 43.2 | 3 | 1.8% |
| 45.8 | 2 | 1.2% |
| 52.6 | 2 | 1.2% |
| 67.9 | 2 | 1.2% |
| 56.6 | 2 | 1.2% |
| Other values (133) | 141 |
| Value | Count | Frequency (%) |
| 29.5 | 1 | |
| 30.7 | 1 | |
| 32.5 | 1 | |
| 33.7 | 1 | |
| 33.9 | 1 |
| Value | Count | Frequency (%) |
| 82.7 | 1 | 0.6% |
| 82.5 | 1 | 0.6% |
| 82.4 | 3 | |
| 81.7 | 1 | 0.6% |
| 81.4 | 1 | 0.6% |
| Distinct | 138 |
|---|---|
| Distinct (%) | 82.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.39041916 |
|---|---|
| Minimum | 29.3 |
| Maximum | 83.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 29.3 |
|---|---|
| 5-th percentile | 36.22 |
| Q1 | 45.85 |
| median | 55.6 |
| Q3 | 65.5 |
| 95-th percentile | 80.41 |
| Maximum | 83.1 |
| Range | 53.8 |
| Interquartile range (IQR) | 19.65 |
Descriptive statistics
| Standard deviation | 13.44478326 |
|---|---|
| Coefficient of variation (CV) | 0.2384231835 |
| Kurtosis | -0.6915382719 |
| Mean | 56.39041916 |
| Median Absolute Deviation (MAD) | 9.8 |
| Skewness | 0.281074167 |
| Sum | 9417.2 |
| Variance | 180.7621968 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56.8 | 3 | 1.8% |
| 34.1 | 3 | 1.8% |
| 58.4 | 3 | 1.8% |
| 50 | 2 | 1.2% |
| 38.1 | 2 | 1.2% |
| 58.1 | 2 | 1.2% |
| 56.2 | 2 | 1.2% |
| 44.9 | 2 | 1.2% |
| 60.5 | 2 | 1.2% |
| 52.1 | 2 | 1.2% |
| Other values (128) | 144 |
| Value | Count | Frequency (%) |
| 29.3 | 1 | |
| 30.6 | 1 | |
| 32.4 | 1 | |
| 33.6 | 1 | |
| 33.7 | 1 |
| Value | Count | Frequency (%) |
| 83.1 | 1 | |
| 82.9 | 1 | |
| 82.7 | 2 | |
| 82 | 1 | |
| 81.8 | 2 |
| Distinct | 134 |
|---|---|
| Distinct (%) | 80.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.59640719 |
|---|---|
| Minimum | 27.9 |
| Maximum | 83.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 27.9 |
|---|---|
| 5-th percentile | 35.92 |
| Q1 | 45.95 |
| median | 56.3 |
| Q3 | 65.4 |
| 95-th percentile | 80.54 |
| Maximum | 83.9 |
| Range | 56 |
| Interquartile range (IQR) | 19.45 |
Descriptive statistics
| Standard deviation | 13.55513015 |
|---|---|
| Coefficient of variation (CV) | 0.239505135 |
| Kurtosis | -0.6661245294 |
| Mean | 56.59640719 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.2532535485 |
| Sum | 9451.6 |
| Variance | 183.7415533 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 58.7 | 3 | 1.8% |
| 44.7 | 3 | 1.8% |
| 55.1 | 3 | 1.8% |
| 57.4 | 3 | 1.8% |
| 60.6 | 3 | 1.8% |
| 53.6 | 3 | 1.8% |
| 43.5 | 2 | 1.2% |
| 57.1 | 2 | 1.2% |
| 45.9 | 2 | 1.2% |
| 41.1 | 2 | 1.2% |
| Other values (124) | 141 |
| Value | Count | Frequency (%) |
| 27.9 | 1 | |
| 29.8 | 1 | |
| 31.8 | 1 | |
| 32.7 | 1 | |
| 33.7 | 1 |
| Value | Count | Frequency (%) |
| 83.9 | 1 | |
| 83.5 | 1 | |
| 83 | 1 | |
| 82.7 | 1 | |
| 82.3 | 1 |
| Distinct | 137 |
|---|---|
| Distinct (%) | 82.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.03293413 |
|---|---|
| Minimum | 28.4 |
| Maximum | 84.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 28.4 |
|---|---|
| 5-th percentile | 35.92 |
| Q1 | 46.25 |
| median | 56.2 |
| Q3 | 65.95 |
| 95-th percentile | 80.8 |
| Maximum | 84.5 |
| Range | 56.1 |
| Interquartile range (IQR) | 19.7 |
Descriptive statistics
| Standard deviation | 13.65866794 |
|---|---|
| Coefficient of variation (CV) | 0.2394873796 |
| Kurtosis | -0.674509483 |
| Mean | 57.03293413 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.2360381869 |
| Sum | 9524.5 |
| Variance | 186.55921 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 57.1 | 3 | 1.8% |
| 56.7 | 3 | 1.8% |
| 69.5 | 3 | 1.8% |
| 38 | 2 | 1.2% |
| 58.7 | 2 | 1.2% |
| 65.7 | 2 | 1.2% |
| 60.9 | 2 | 1.2% |
| 79.7 | 2 | 1.2% |
| 41.7 | 2 | 1.2% |
| 60.5 | 2 | 1.2% |
| Other values (127) | 144 |
| Value | Count | Frequency (%) |
| 28.4 | 1 | |
| 30.4 | 1 | |
| 31.2 | 1 | |
| 32.1 | 1 | |
| 33.2 | 1 |
| Value | Count | Frequency (%) |
| 84.5 | 1 | |
| 83.9 | 1 | |
| 83.7 | 1 | |
| 83.4 | 1 | |
| 83.3 | 1 |
| Distinct | 141 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.2748503 |
|---|---|
| Minimum | 27.8 |
| Maximum | 84.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 27.8 |
|---|---|
| 5-th percentile | 36.29 |
| Q1 | 46.55 |
| median | 56.7 |
| Q3 | 66.5 |
| 95-th percentile | 80.77 |
| Maximum | 84.1 |
| Range | 56.3 |
| Interquartile range (IQR) | 19.95 |
Descriptive statistics
| Standard deviation | 13.56533818 |
|---|---|
| Coefficient of variation (CV) | 0.2368463314 |
| Kurtosis | -0.666313335 |
| Mean | 57.2748503 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.2030008698 |
| Sum | 9564.9 |
| Variance | 184.0183998 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80.2 | 3 | 1.8% |
| 41.4 | 2 | 1.2% |
| 60.2 | 2 | 1.2% |
| 57.2 | 2 | 1.2% |
| 34.1 | 2 | 1.2% |
| 54.3 | 2 | 1.2% |
| 66.2 | 2 | 1.2% |
| 54.5 | 2 | 1.2% |
| 63 | 2 | 1.2% |
| 56.4 | 2 | 1.2% |
| Other values (131) | 146 |
| Value | Count | Frequency (%) |
| 27.8 | 1 | |
| 30.6 | 1 | |
| 31.1 | 1 | |
| 32.2 | 1 | |
| 33.6 | 1 |
| Value | Count | Frequency (%) |
| 84.1 | 1 | |
| 84 | 1 | |
| 83.7 | 1 | |
| 83.2 | 1 | |
| 83 | 1 |
| Distinct | 139 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.50898204 |
|---|---|
| Minimum | 27.9 |
| Maximum | 84.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 27.9 |
|---|---|
| 5-th percentile | 36.75 |
| Q1 | 46.85 |
| median | 56.9 |
| Q3 | 66.85 |
| 95-th percentile | 80.82 |
| Maximum | 84.4 |
| Range | 56.5 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.44976296 |
|---|---|
| Coefficient of variation (CV) | 0.233872388 |
| Kurtosis | -0.6949369513 |
| Mean | 57.50898204 |
| Median Absolute Deviation (MAD) | 10.1 |
| Skewness | 0.1911371751 |
| Sum | 9604 |
| Variance | 180.8961237 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54.9 | 3 | 1.8% |
| 57.1 | 3 | 1.8% |
| 44 | 3 | 1.8% |
| 45.7 | 3 | 1.8% |
| 43 | 2 | 1.2% |
| 80.2 | 2 | 1.2% |
| 58.2 | 2 | 1.2% |
| 56.9 | 2 | 1.2% |
| 51.6 | 2 | 1.2% |
| 41.9 | 2 | 1.2% |
| Other values (129) | 143 |
| Value | Count | Frequency (%) |
| 27.9 | 1 | |
| 31.4 | 1 | |
| 31.9 | 1 | |
| 32.5 | 1 | |
| 34.1 | 1 |
| Value | Count | Frequency (%) |
| 84.4 | 1 | |
| 83.8 | 1 | |
| 83.3 | 1 | |
| 83.1 | 2 | |
| 82 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| area_name | area_code | area_group | score_2007 | score_2008 | score_2009 | score_2010 | score_2011 | score_2012 | score_2013 | score_2014 | score_2015 | score_2016 | score_2017 | score_2018 | score_2019 | score_2020 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | Asia-Pacific | 33.7 | 34.0 | 34.2 | 34.2 | 34.0 | 33.5 | 34.8 | 35.5 | 33.9 | 34.1 | 34.7 | 33.2 | 33.6 | 34.4 |
| 1 | Albania | ALB | Eastern Europe | 54.9 | 55.1 | 55.3 | 56.3 | 57.1 | 57.3 | 57.2 | 57.1 | 57.4 | 57.7 | 57.9 | 59.2 | 60.1 | 59.6 |
| 2 | Algeria | DZA | Middle East and North Africa | 48.8 | 48.8 | 49.3 | 49.3 | 50.2 | 48.9 | 48.4 | 49.7 | 49.9 | 50.0 | 49.9 | 50.9 | 51.9 | 51.9 |
| 3 | Angola | AGO | Sub-Saharan Africa | 35.7 | 36.6 | 37.1 | 38.0 | 38.0 | 38.6 | 37.8 | 38.5 | 37.7 | 37.5 | 37.6 | 38.0 | 38.5 | 38.8 |
| 4 | Argentina | ARG | Latin America and the Caribbean | 58.1 | 57.9 | 58.0 | 58.6 | 58.4 | 58.7 | 58.5 | 58.3 | 57.7 | 58.1 | 58.7 | 60.2 | 60.8 | 60.5 |
| 5 | Armenia | ARM | Eastern Europe | 56.0 | 57.4 | 56.6 | 55.3 | 55.1 | 55.6 | 56.5 | 57.1 | 57.1 | 56.7 | 56.9 | 58.4 | 60.2 | 61.4 |
| 6 | Australia | AUS | Asia-Pacific | 78.8 | 78.8 | 78.8 | 78.7 | 78.7 | 78.9 | 78.5 | 78.4 | 78.0 | 78.6 | 78.4 | 78.7 | 78.6 | 78.6 |
| 7 | Austria | AUT | Western Europe | 79.3 | 79.4 | 79.6 | 79.1 | 79.3 | 79.5 | 79.6 | 79.8 | 79.5 | 79.9 | 79.6 | 79.7 | 80.2 | 80.4 |
| 8 | Azerbaijan | AZE | Eastern Europe | 51.0 | 51.2 | 51.8 | 52.4 | 51.8 | 52.2 | 52.7 | 53.2 | 53.7 | 53.2 | 53.3 | 54.4 | 55.8 | 57.7 |
| 9 | Bahrain | BHR | Middle East and North Africa | 61.4 | 61.9 | 61.9 | 61.8 | 62.1 | 60.9 | 59.4 | 60.0 | 60.3 | 59.8 | 60.6 | 60.9 | 60.5 | 61.3 |
Last rows
| area_name | area_code | area_group | score_2007 | score_2008 | score_2009 | score_2010 | score_2011 | score_2012 | score_2013 | score_2014 | score_2015 | score_2016 | score_2017 | score_2018 | score_2019 | score_2020 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | United Arab Emirates | ARE | Middle East and North Africa | 63.2 | 63.5 | 63.4 | 63.6 | 64.2 | 64.2 | 64.7 | 65.9 | 66.1 | 66.5 | 66.6 | 67.4 | 66.9 | 67.1 |
| 158 | United Kingdom | GBR | Western Europe | 78.5 | 78.9 | 78.8 | 78.5 | 78.6 | 79.5 | 79.5 | 79.6 | 79.6 | 80.2 | 80.6 | 80.8 | 80.7 | 80.1 |
| 159 | United States | USA | North America | 77.5 | 77.7 | 78.1 | 77.5 | 77.1 | 76.9 | 77.0 | 77.2 | 77.4 | 77.3 | 77.2 | 77.5 | 77.9 | 77.5 |
| 160 | Uruguay | URY | Latin America and the Caribbean | 64.1 | 64.8 | 64.9 | 66.5 | 65.9 | 66.6 | 67.4 | 67.4 | 67.8 | 68.2 | 67.7 | 68.2 | 67.9 | 68.2 |
| 161 | Uzbekistan | UZB | Asia-Pacific | 47.6 | 48.6 | 48.9 | 49.0 | 49.1 | 50.1 | 49.9 | 50.8 | 51.4 | 52.0 | 52.1 | 52.9 | 53.7 | 54.4 |
| 162 | Venezuela | VEN | Latin America and the Caribbean | 48.8 | 49.0 | 47.6 | 47.1 | 47.7 | 47.6 | 47.9 | 45.9 | 45.6 | 44.3 | 43.5 | 43.5 | 42.5 | 42.1 |
| 163 | Vietnam | VNM | Asia-Pacific | 52.6 | 53.0 | 53.1 | 53.0 | 53.2 | 53.9 | 53.4 | 54.0 | 54.1 | 55.6 | 55.6 | 56.1 | 57.1 | 58.3 |
| 164 | Yemen | YEM | Middle East and North Africa | 36.4 | 36.2 | 36.5 | 35.8 | 35.2 | 34.1 | 34.1 | 34.3 | 34.6 | 32.4 | 31.8 | 31.2 | 30.6 | 31.9 |
| 165 | Zambia | ZMB | Sub-Saharan Africa | 47.3 | 46.8 | 47.9 | 47.8 | 48.1 | 48.6 | 48.3 | 48.4 | 48.7 | 48.3 | 48.4 | 48.5 | 48.6 | 47.5 |
| 166 | Zimbabwe | ZWE | Sub-Saharan Africa | 38.0 | 38.1 | 37.2 | 36.6 | 38.3 | 40.3 | 40.8 | 42.2 | 42.1 | 41.8 | 42.0 | 41.7 | 42.9 | 43.0 |